Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "184"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 184 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 72 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 70 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 184, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459888 digital_ok 100.00% 96.38% 100.00% 0.00% - - 10.257275 12.023071 12.022613 12.616709 9.763700 11.693605 1.962117 2.229003 0.0920 0.0497 0.0392 nan nan
2459887 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.937773 12.857714 12.174818 12.515887 7.334499 10.219304 0.751603 1.195691 0.0727 0.0496 0.0227 nan nan
2459886 digital_ok 100.00% 72.05% 88.47% 0.00% - - 15.435818 17.392313 10.588781 10.995877 6.386699 8.083529 2.408973 2.032213 0.1701 0.1011 0.0839 nan nan
2459885 digital_ok 100.00% 83.89% 99.41% 0.00% - - 18.993611 21.150436 62.310392 63.583535 13.864013 19.164049 16.204618 11.680773 0.1336 0.0628 0.0685 nan nan
2459884 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.462295 12.095743 11.699874 12.240262 7.827698 9.752709 0.572678 0.735517 0.0690 0.0508 0.0215 nan nan
2459883 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.828732 16.969749 56.414444 57.364824 7.820208 10.706664 2.904434 3.651930 0.0846 0.0608 0.0265 nan nan
2459882 digital_ok 100.00% 98.27% 98.32% 0.00% - - 24.428097 27.604598 62.747081 64.456169 11.114407 15.134063 1.357699 1.496888 0.1158 0.0627 0.0542 nan nan
2459881 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459880 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.803200 19.141011 59.376410 60.284428 6.747673 9.167566 1.215459 1.248384 0.1033 0.0533 0.0473 nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - 8.678524 10.211885 10.452614 10.961219 1.369471 1.898372 0.863415 1.132252 0.0835 0.0424 0.0347 nan nan
2459878 digital_ok 100.00% 99.76% 100.00% 0.00% - - 15.076433 17.122632 71.868877 72.956594 11.531417 15.711876 7.886355 7.966279 0.1113 0.0470 0.0464 nan nan
2459876 digital_ok 100.00% 98.87% 100.00% 0.00% - - 17.077831 19.293128 51.599330 53.449602 29.350529 43.889828 4.058830 4.599841 0.1165 0.0503 0.0502 nan nan
2459875 digital_ok 100.00% 90.76% 100.00% 0.00% - - 17.976970 20.697703 67.667408 69.430676 12.412284 20.677995 2.596439 8.052170 0.1098 0.0511 0.0458 nan nan
2459874 digital_ok 100.00% 95.17% 100.00% 0.00% - - 25.690454 29.154647 35.321622 36.495897 17.752389 27.421498 2.940025 3.040082 0.0966 0.0495 0.0359 nan nan
2459873 digital_ok 100.00% 96.89% 100.00% 0.00% - - 19.137113 21.717594 45.606549 47.142978 7.265269 11.158695 0.921629 1.266075 0.1180 0.0455 0.0585 nan nan
2459872 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.673496 19.298634 58.384156 60.445388 20.265188 31.353900 1.612315 1.523035 0.0381 0.0268 0.0078 nan nan
2459871 digital_ok 100.00% 90.76% 100.00% 0.00% - - 13.268609 15.771624 62.910663 64.619451 17.862926 25.973241 0.819527 0.702350 0.0889 0.0360 0.0365 nan nan
2459870 digital_ok 100.00% 88.45% 100.00% 0.00% - - 22.672403 26.061655 47.429758 48.795269 10.024588 17.973705 2.859924 3.088599 0.1209 0.0491 0.0608 nan nan
2459869 digital_ok 100.00% 72.45% 100.00% 0.00% - - 18.750437 20.798273 47.239224 48.493509 16.192713 23.066945 4.991797 4.597935 0.1731 0.0440 0.1053 nan nan
2459868 digital_ok 100.00% 62.67% 100.00% 0.00% - - 19.770115 23.970926 71.053215 73.392975 8.734553 17.072017 2.407822 2.669103 0.1864 0.0395 0.1215 nan nan
2459867 digital_ok 100.00% 52.42% 100.00% 0.00% - - 13.414848 17.172207 55.522520 58.083272 4.671243 9.956719 1.539397 1.564769 0.2201 0.0379 0.1470 nan nan
2459866 digital_ok 100.00% 47.48% 100.00% 0.00% - - 15.064759 19.556029 51.995303 54.969173 3.699167 10.983264 0.158838 0.105934 0.2470 0.0464 0.1690 nan nan
2459865 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.789506 -1.720155 10.386121 -0.065172 2.928389 0.639540 5.881143 3.269274 0.6771 0.6891 0.4202 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.150095 -0.661243 3.296542 -0.667954 4.601052 2.937355 3.291680 1.263367 0.6769 0.6836 0.4083 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.954663 -1.126379 10.938616 0.128840 4.533225 0.230677 0.543589 -0.072647 0.0546 0.0584 0.0058 nan nan
2459861 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.250841 -0.964705 3.223994 -0.440550 2.687328 0.729923 2.435033 0.576156 0.0544 0.0561 0.0069 nan nan
2459860 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.200712 -0.889002 3.666525 -0.332872 5.079004 1.660907 0.535575 0.585395 0.7028 0.6952 0.4101 nan nan
2459858 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.323640 12.151803 9.274948 10.001226 2.264509 2.912455 0.720814 0.901572 0.0300 0.0264 0.0021 1.222889 1.208862
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.456164 -0.859251 0.338163 0.310981 0.618746 0.246382 0.955909 1.528200 0.0250 0.0246 0.0004 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.57% -0.497105 0.222824 -0.870983 0.651487 0.876123 -0.761655 0.757776 -0.401505 0.7248 0.6975 0.3960 2.059583 1.713807
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% -0.270194 1.224234 -0.825314 0.562808 0.403847 -0.820979 1.391049 0.855655 0.7108 0.7118 0.4236 1.893356 1.613624
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -0.401705 0.605440 -0.840308 0.064577 -0.373286 -0.805565 0.622960 -0.399620 0.7259 0.7364 0.4349 1.494760 1.403959
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.045812 0.105735 -0.692769 0.156656 -0.383727 -0.684931 2.310248 1.326567 0.7520 0.6894 0.4203 1.749053 1.539076
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 2.70% -0.334774 -0.727243 -0.913677 0.151545 1.155239 -0.564478 -0.923440 -0.181416 0.8338 0.8297 0.2423 3.248642 2.960129
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% -0.007907 -0.597402 -0.770084 0.417919 -0.560446 -0.354997 0.377037 -0.181783 0.7678 0.7361 0.3384 1.637955 1.512241
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% -0.267704 -0.772293 -0.757634 0.343768 0.702153 -0.728327 0.676704 -0.541878 0.7540 0.7552 0.3471 1.537766 1.374505
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -0.550154 -1.356899 0.518582 0.810997 0.294948 -1.077492 0.608087 -0.494739 0.7553 0.7495 0.3527 1.689975 1.572520
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.50% -0.059707 -0.971000 -0.064717 -0.515830 0.617059 -1.148509 -0.153974 -1.059628 0.7293 0.7517 0.3719 1.623455 1.520691
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% 0.024531 -0.616676 0.270078 -0.441900 -0.667302 -0.900804 -0.039037 -0.884971 0.7339 0.6892 0.4269 1.738946 1.567705
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% -0.333441 -1.336173 0.868488 -0.568646 0.573825 -0.268417 -0.238041 -0.833286 0.8300 0.6611 0.5063 2.083489 1.547236
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 25.41% 74.59% 0.330814 -1.012410 -0.014710 -0.924981 0.439540 -1.377093 0.664242 -1.382901 0.7285 0.7379 0.3855 1.220933 1.810715
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.953217 -0.477631 0.643951 0.516115 2.083557 -0.056970 1.110164 0.677131 0.0246 0.0242 0.0005 nan nan
2459843 digital_ok 0.00% 1.20% 0.66% 0.00% 15.22% 0.00% -1.078625 -1.317854 -0.569131 1.195869 -0.893498 0.336879 -0.384383 -0.960001 0.7429 0.7360 0.4007 1.715503 1.679793
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.048975 -0.616074 0.342707 1.442299 0.464027 0.260036 0.006005 0.044363 0.7686 0.6788 0.2599 2.397219 2.207056
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.077259 1.063557 0.505100 1.391335 5.619375 -1.189353 2.009804 2.019914 0.0247 0.0240 0.0007 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 233.239785 638.478181 129.755054 248.266629 1685.360470 4190.869258 3873.667600 10738.583623 0.0169 0.0120 0.0057 nan nan
2459839 digital_ok 0.00% - - - - - -0.847477 0.108064 0.929016 0.154366 0.698629 2.546842 1.436278 0.949913 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 1.22% 1.014209 -0.635973 -0.001290 0.394995 0.275001 0.062469 0.769355 -0.274101 0.7579 0.7132 0.3979 2.436502 2.066359
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0328 0.0369 0.0027 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.050764 -1.113363 -1.135698 -0.932414 13.643366 10.528144 41.343540 41.729002 0.0335 0.0354 0.0015 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.211034 0.622250 -0.438841 -0.258315 16.100960 14.736795 42.717252 44.470719 0.0275 0.0292 0.0004 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.004625 -0.512906 -0.110757 0.142352 -0.911517 -0.628563 0.793736 -0.719936 0.8064 0.5432 0.5773 2.016228 1.691505
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.598583 0.068324 0.771229 0.156007 -0.055063 1.554546 1.043641 0.861280 0.0259 0.0276 0.0029 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 digital_ok 0.00% 0.00% 0.00% 0.00% 0.65% 0.00% 0.752784 -0.615372 0.027876 0.787924 0.650322 -0.275879 2.891889 -0.269991 0.7592 0.6781 0.4096 0.839409 0.648226
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459827 digital_ok 100.00% 2.15% 0.00% 0.00% 100.00% 0.00% 0.658878 0.108232 2.038865 0.607006 44.329740 -0.232618 6.968506 -1.186698 0.7485 0.6911 0.4145 0.000000 0.000000
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 84.21% 2.63% 0.161540 0.049882 -0.124282 0.355315 -0.113056 0.461673 2.088135 -0.592594 0.8048 0.5946 0.5079 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.307998 -0.132668 0.486581 0.589347 6.144993 6.249628 7.712168 5.727910 0.8005 0.6081 0.5035 5.778522 5.262750
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.131042 -0.415589 0.747069 0.719033 4.702924 4.225747 6.845240 5.561031 0.7370 0.7416 0.3552 5.342497 6.160783
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.480756 0.165569 0.014150 0.387050 1.070376 0.467803 1.214390 -0.352369 0.7720 0.6557 0.4488 2.635870 2.880892
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.331109 0.011612 -0.290589 0.835753 -0.055145 0.301803 0.247542 0.129258 0.8119 0.6315 0.5018 2.160582 1.696510
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.166909 0.582848 -0.222628 0.514934 0.738653 0.961450 -0.065199 0.098312 0.7984 0.6341 0.5034 2.226005 1.821203
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 1.60% 0.683383 -0.242211 -0.383595 0.710867 0.055985 0.356574 1.703636 -0.287105 0.7813 0.6883 0.4150 2.409509 2.019330
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.734611 0.185338 -0.269373 0.471249 -0.041378 0.417927 1.713534 1.167116 0.8040 0.6614 0.5016 2.352821 1.910558
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.237146 -0.128159 0.710927 0.935387 0.245724 0.647251 1.839309 -0.506671 0.8417 0.6066 0.5782 2.097630 1.581521
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.858994 0.006053 0.302605 0.551833 -0.311206 0.669486 1.741462 -0.333954 0.7951 0.6706 0.5097 2.257748 1.977867
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.370723 -1.137235 -0.561728 0.125706 -0.939858 -0.805049 0.710805 -0.819238 0.7905 0.6903 0.4237 2.845528 2.253176

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 184: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 12.616709 12.023071 10.257275 12.616709 12.022613 11.693605 9.763700 2.229003 1.962117

Antenna 184: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Shape 12.857714 12.857714 10.937773 12.515887 12.174818 10.219304 7.334499 1.195691 0.751603

Antenna 184: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Shape 17.392313 15.435818 17.392313 10.588781 10.995877 6.386699 8.083529 2.408973 2.032213

Antenna 184: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 63.583535 21.150436 18.993611 63.583535 62.310392 19.164049 13.864013 11.680773 16.204618

Antenna 184: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 12.240262 12.095743 10.462295 12.240262 11.699874 9.752709 7.827698 0.735517 0.572678

Antenna 184: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 57.364824 16.969749 14.828732 57.364824 56.414444 10.706664 7.820208 3.651930 2.904434

Antenna 184: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 64.456169 27.604598 24.428097 64.456169 62.747081 15.134063 11.114407 1.496888 1.357699

Antenna 184: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 60.284428 19.141011 16.803200 60.284428 59.376410 9.167566 6.747673 1.248384 1.215459

Antenna 184: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 10.961219 10.211885 8.678524 10.961219 10.452614 1.898372 1.369471 1.132252 0.863415

Antenna 184: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 72.956594 17.122632 15.076433 72.956594 71.868877 15.711876 11.531417 7.966279 7.886355

Antenna 184: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 53.449602 17.077831 19.293128 51.599330 53.449602 29.350529 43.889828 4.058830 4.599841

Antenna 184: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 69.430676 17.976970 20.697703 67.667408 69.430676 12.412284 20.677995 2.596439 8.052170

Antenna 184: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 36.495897 25.690454 29.154647 35.321622 36.495897 17.752389 27.421498 2.940025 3.040082

Antenna 184: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 47.142978 19.137113 21.717594 45.606549 47.142978 7.265269 11.158695 0.921629 1.266075

Antenna 184: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 60.445388 19.298634 16.673496 60.445388 58.384156 31.353900 20.265188 1.523035 1.612315

Antenna 184: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 64.619451 15.771624 13.268609 64.619451 62.910663 25.973241 17.862926 0.702350 0.819527

Antenna 184: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 48.795269 22.672403 26.061655 47.429758 48.795269 10.024588 17.973705 2.859924 3.088599

Antenna 184: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 48.493509 18.750437 20.798273 47.239224 48.493509 16.192713 23.066945 4.991797 4.597935

Antenna 184: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 73.392975 19.770115 23.970926 71.053215 73.392975 8.734553 17.072017 2.407822 2.669103

Antenna 184: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 58.083272 13.414848 17.172207 55.522520 58.083272 4.671243 9.956719 1.539397 1.564769

Antenna 184: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 54.969173 19.556029 15.064759 54.969173 51.995303 10.983264 3.699167 0.105934 0.158838

Antenna 184: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Power 10.386121 -1.720155 -0.789506 -0.065172 10.386121 0.639540 2.928389 3.269274 5.881143

Antenna 184: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 4.601052 -1.150095 -0.661243 3.296542 -0.667954 4.601052 2.937355 3.291680 1.263367

Antenna 184: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Power 10.938616 -0.954663 -1.126379 10.938616 0.128840 4.533225 0.230677 0.543589 -0.072647

Antenna 184: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Power 3.223994 -0.964705 -1.250841 -0.440550 3.223994 0.729923 2.687328 0.576156 2.435033

Antenna 184: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 5.079004 -1.200712 -0.889002 3.666525 -0.332872 5.079004 1.660907 0.535575 0.585395

Antenna 184: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Shape 12.151803 12.151803 10.323640 10.001226 9.274948 2.912455 2.264509 0.901572 0.720814

Antenna 184: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Temporal Discontinuties 1.528200 -0.859251 -0.456164 0.310981 0.338163 0.246382 0.618746 1.528200 0.955909

Antenna 184: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 0.876123 -0.497105 0.222824 -0.870983 0.651487 0.876123 -0.761655 0.757776 -0.401505

Antenna 184: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 1.391049 1.224234 -0.270194 0.562808 -0.825314 -0.820979 0.403847 0.855655 1.391049

Antenna 184: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 0.622960 0.605440 -0.401705 0.064577 -0.840308 -0.805565 -0.373286 -0.399620 0.622960

Antenna 184: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 2.310248 0.105735 0.045812 0.156656 -0.692769 -0.684931 -0.383727 1.326567 2.310248

Antenna 184: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 1.155239 -0.334774 -0.727243 -0.913677 0.151545 1.155239 -0.564478 -0.923440 -0.181416

Antenna 184: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 0.417919 -0.007907 -0.597402 -0.770084 0.417919 -0.560446 -0.354997 0.377037 -0.181783

Antenna 184: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 0.702153 -0.267704 -0.772293 -0.757634 0.343768 0.702153 -0.728327 0.676704 -0.541878

Antenna 184: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 0.810997 -0.550154 -1.356899 0.518582 0.810997 0.294948 -1.077492 0.608087 -0.494739

Antenna 184: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 0.617059 -0.971000 -0.059707 -0.515830 -0.064717 -1.148509 0.617059 -1.059628 -0.153974

Antenna 184: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Power 0.270078 -0.616676 0.024531 -0.441900 0.270078 -0.900804 -0.667302 -0.884971 -0.039037

Antenna 184: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Power 0.868488 -0.333441 -1.336173 0.868488 -0.568646 0.573825 -0.268417 -0.238041 -0.833286

Antenna 184: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 0.664242 -1.012410 0.330814 -0.924981 -0.014710 -1.377093 0.439540 -1.382901 0.664242

Antenna 184: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 2.083557 -0.953217 -0.477631 0.643951 0.516115 2.083557 -0.056970 1.110164 0.677131

Antenna 184: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 1.195869 -1.317854 -1.078625 1.195869 -0.569131 0.336879 -0.893498 -0.960001 -0.384383

Antenna 184: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 1.442299 0.048975 -0.616074 0.342707 1.442299 0.464027 0.260036 0.006005 0.044363

Antenna 184: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 5.619375 -0.077259 1.063557 0.505100 1.391335 5.619375 -1.189353 2.009804 2.019914

Antenna 184: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Temporal Discontinuties 10738.583623 233.239785 638.478181 129.755054 248.266629 1685.360470 4190.869258 3873.667600 10738.583623

Antenna 184: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Temporal Variability 2.546842 0.108064 -0.847477 0.154366 0.929016 2.546842 0.698629 0.949913 1.436278

Antenna 184: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Shape 1.014209 -0.635973 1.014209 0.394995 -0.001290 0.062469 0.275001 -0.274101 0.769355

Antenna 184: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Temporal Discontinuties 41.729002 -1.113363 -1.050764 -0.932414 -1.135698 10.528144 13.643366 41.729002 41.343540

Antenna 184: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Temporal Discontinuties 44.470719 0.622250 1.211034 -0.258315 -0.438841 14.736795 16.100960 44.470719 42.717252

Antenna 184: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 0.793736 -0.004625 -0.512906 -0.110757 0.142352 -0.911517 -0.628563 0.793736 -0.719936

Antenna 184: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Temporal Variability 1.554546 -0.598583 0.068324 0.771229 0.156007 -0.055063 1.554546 1.043641 0.861280

Antenna 184: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 2.891889 -0.615372 0.752784 0.787924 0.027876 -0.275879 0.650322 -0.269991 2.891889

Antenna 184: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 44.329740 0.658878 0.108232 2.038865 0.607006 44.329740 -0.232618 6.968506 -1.186698

Antenna 184: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 2.088135 0.049882 0.161540 0.355315 -0.124282 0.461673 -0.113056 -0.592594 2.088135

Antenna 184: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 7.712168 -0.132668 0.307998 0.589347 0.486581 6.249628 6.144993 5.727910 7.712168

Antenna 184: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 6.845240 0.131042 -0.415589 0.747069 0.719033 4.702924 4.225747 6.845240 5.561031

Antenna 184: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 1.214390 0.165569 0.480756 0.387050 0.014150 0.467803 1.070376 -0.352369 1.214390

Antenna 184: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Power 0.835753 -0.331109 0.011612 -0.290589 0.835753 -0.055145 0.301803 0.247542 0.129258

Antenna 184: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Shape 1.166909 0.582848 1.166909 0.514934 -0.222628 0.961450 0.738653 0.098312 -0.065199

Antenna 184: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 1.703636 0.683383 -0.242211 -0.383595 0.710867 0.055985 0.356574 1.703636 -0.287105

Antenna 184: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 1.713534 0.734611 0.185338 -0.269373 0.471249 -0.041378 0.417927 1.713534 1.167116

Antenna 184: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 1.839309 -0.128159 0.237146 0.935387 0.710927 0.647251 0.245724 -0.506671 1.839309

Antenna 184: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 1.741462 0.006053 0.858994 0.551833 0.302605 0.669486 -0.311206 -0.333954 1.741462

Antenna 184: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 184: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Discontinuties 0.710805 -1.137235 0.370723 0.125706 -0.561728 -0.805049 -0.939858 -0.819238 0.710805
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